{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 三种（两种已提供/再找一种练习）及以上不同平台人脸识别（面部检测/人脸集合）README"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 平台一：azure（面部检测/人脸集合）"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 面部检测"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'[{\"faceId\": \"5dfbe362-e2ed-4097-a1d9-ddee6620af39\", \"faceRectangle\": {\"top\": 64, \"left\": 398, \"width\": 56, \"height\": 56}, \"faceAttributes\": {\"smile\": 0.433, \"headPose\": {\"pitch\": 4.4, \"roll\": -12.7, \"yaw\": -15.0}, \"gender\": \"male\", \"age\": 35.0, \"facialHair\": {\"moustache\": 0.4, \"beard\": 0.4, \"sideburns\": 0.1}, \"glasses\": \"ReadingGlasses\", \"emotion\": {\"anger\": 0.0, \"contempt\": 0.0, \"disgust\": 0.0, \"fear\": 0.0, \"happiness\": 0.433, \"neutral\": 0.567, \"sadness\": 0.0, \"surprise\": 0.0}, \"blur\": {\"blurLevel\": \"medium\", \"value\": 0.4}, \"exposure\": {\"exposureLevel\": \"goodExposure\", \"value\": 0.59}, \"noise\": {\"noiseLevel\": \"high\", \"value\": 1.0}, \"makeup\": {\"eyeMakeup\": false, \"lipMakeup\": false}, \"accessories\": [{\"type\": \"glasses\", \"confidence\": 1.0}], \"occlusion\": {\"foreheadOccluded\": false, \"eyeOccluded\": false, \"mouthOccluded\": false}, \"hair\": {\"bald\": 0.09, \"invisible\": false, \"hairColor\": [{\"color\": \"black\", \"confidence\": 1.0}, {\"color\": \"brown\", \"confidence\": 0.98}, {\"color\": \"gray\", \"confidence\": 0.47}, {\"color\": \"other\", \"confidence\": 0.15}, {\"color\": \"red\", \"confidence\": 0.01}, {\"color\": \"blond\", \"confidence\": 0.01}, {\"color\": \"white\", \"confidence\": 0.0}]}}}, {\"faceId\": \"d7768aa6-3588-4e82-b65c-4e907496cf11\", \"faceRectangle\": {\"top\": 55, \"left\": 93, \"width\": 56, \"height\": 56}, \"faceAttributes\": {\"smile\": 0.0, \"headPose\": {\"pitch\": -8.1, \"roll\": -2.8, \"yaw\": -5.8}, \"gender\": \"male\", \"age\": 23.0, \"facialHair\": {\"moustache\": 0.1, \"beard\": 0.1, \"sideburns\": 0.1}, \"glasses\": \"NoGlasses\", \"emotion\": {\"anger\": 0.0, \"contempt\": 0.0, \"disgust\": 0.0, \"fear\": 0.0, \"happiness\": 0.0, \"neutral\": 1.0, \"sadness\": 0.0, \"surprise\": 0.0}, \"blur\": {\"blurLevel\": \"low\", \"value\": 0.0}, \"exposure\": {\"exposureLevel\": \"goodExposure\", \"value\": 0.6}, \"noise\": {\"noiseLevel\": \"low\", \"value\": 0.0}, \"makeup\": {\"eyeMakeup\": true, \"lipMakeup\": false}, \"accessories\": [], \"occlusion\": {\"foreheadOccluded\": false, \"eyeOccluded\": false, \"mouthOccluded\": false}, \"hair\": {\"bald\": 0.08, \"invisible\": false, \"hairColor\": [{\"color\": \"brown\", \"confidence\": 1.0}, {\"color\": \"black\", \"confidence\": 0.97}, {\"color\": \"gray\", \"confidence\": 0.15}, {\"color\": \"red\", \"confidence\": 0.11}, {\"color\": \"other\", \"confidence\": 0.06}, {\"color\": \"blond\", \"confidence\": 0.05}, {\"color\": \"white\", \"confidence\": 0.0}]}}}, {\"faceId\": \"c288227d-38a0-4809-9924-c586ce65db87\", \"faceRectangle\": {\"top\": 80, \"left\": 224, \"width\": 50, \"height\": 50}, \"faceAttributes\": {\"smile\": 1.0, \"headPose\": {\"pitch\": -1.2, \"roll\": -1.2, \"yaw\": -8.5}, \"gender\": \"female\", \"age\": 22.0, \"facialHair\": {\"moustache\": 0.0, \"beard\": 0.0, \"sideburns\": 0.0}, \"glasses\": \"NoGlasses\", \"emotion\": {\"anger\": 0.0, \"contempt\": 0.0, \"disgust\": 0.0, \"fear\": 0.0, \"happiness\": 1.0, \"neutral\": 0.0, \"sadness\": 0.0, \"surprise\": 0.0}, \"blur\": {\"blurLevel\": \"low\", \"value\": 0.0}, \"exposure\": {\"exposureLevel\": \"goodExposure\", \"value\": 0.69}, \"noise\": {\"noiseLevel\": \"medium\", \"value\": 0.32}, \"makeup\": {\"eyeMakeup\": true, \"lipMakeup\": true}, \"accessories\": [], \"occlusion\": {\"foreheadOccluded\": false, \"eyeOccluded\": false, \"mouthOccluded\": false}, \"hair\": {\"bald\": 0.13, \"invisible\": false, \"hairColor\": [{\"color\": \"black\", \"confidence\": 0.99}, {\"color\": \"brown\", \"confidence\": 0.92}, {\"color\": \"gray\", \"confidence\": 0.48}, {\"color\": \"other\", \"confidence\": 0.24}, {\"color\": \"blond\", \"confidence\": 0.07}, {\"color\": \"red\", \"confidence\": 0.03}, {\"color\": \"white\", \"confidence\": 0.0}]}}}, {\"faceId\": \"50c99cc1-1afc-47e9-8945-df8858735552\", \"faceRectangle\": {\"top\": 87, \"left\": 326, \"width\": 50, \"height\": 50}, \"faceAttributes\": {\"smile\": 0.999, \"headPose\": {\"pitch\": -7.3, \"roll\": -0.6, \"yaw\": -32.0}, \"gender\": \"female\", \"age\": 26.0, \"facialHair\": {\"moustache\": 0.0, \"beard\": 0.0, \"sideburns\": 0.0}, \"glasses\": \"NoGlasses\", \"emotion\": {\"anger\": 0.0, \"contempt\": 0.0, \"disgust\": 0.0, \"fear\": 0.0, \"happiness\": 0.999, \"neutral\": 0.0, \"sadness\": 0.0, \"surprise\": 0.0}, \"blur\": {\"blurLevel\": \"low\", \"value\": 0.0}, \"exposure\": {\"exposureLevel\": \"goodExposure\", \"value\": 0.49}, \"noise\": {\"noiseLevel\": \"low\", \"value\": 0.0}, \"makeup\": {\"eyeMakeup\": true, \"lipMakeup\": true}, \"accessories\": [], \"occlusion\": {\"foreheadOccluded\": false, \"eyeOccluded\": false, \"mouthOccluded\": false}, \"hair\": {\"bald\": 0.09, \"invisible\": false, \"hairColor\": [{\"color\": \"black\", \"confidence\": 1.0}, {\"color\": \"brown\", \"confidence\": 0.96}, {\"color\": \"gray\", \"confidence\": 0.34}, {\"color\": \"other\", \"confidence\": 0.2}, {\"color\": \"blond\", \"confidence\": 0.03}, {\"color\": \"red\", \"confidence\": 0.02}, {\"color\": \"white\", \"confidence\": 0.0}]}}}]'"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# A-1 面部检测\n",
    "import requests\n",
    "import json\n",
    "\n",
    "# set to your own subscription key value\n",
    "subscription_key = \"b2f8fe3f83e74cb395a6efccbe4682c4\"\n",
    "assert subscription_key\n",
    "\n",
    "# replace <My Endpoint String> with the string from your endpoint URL\n",
    "face_api_url = 'https://apiykt2012.cognitiveservices.azure.com/face/v1.0/detect'\n",
    "\n",
    "# 请求正文body\n",
    "image_url = 'https://p0.ssl.qhimgs4.com/t010c03cefcdf3626ea.jpg'\n",
    "\n",
    "headers = {'Ocp-Apim-Subscription-Key': subscription_key}\n",
    "\n",
    "# 请求参数parameters\n",
    "params = {\n",
    "    'returnFaceId': 'true',\n",
    "    'returnFaceLandmarks': 'false',\n",
    "    # 可选参数,请仔细阅读API文档\n",
    "    'returnFaceAttributes': 'age,gender,headPose,smile,facialHair,glasses,emotion,hair,makeup,occlusion,accessories,blur,exposure,noise',\n",
    "}\n",
    "\n",
    "response = requests.post(face_api_url, params=params,\n",
    "                         headers=headers, json={\"url\": image_url})\n",
    "# json.dumps 将json--->bytes\n",
    "json.dumps(response.json())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 人脸集合"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### create facelist"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 78,
   "metadata": {},
   "outputs": [],
   "source": [
    "import requests\n",
    "import json\n",
    "# 1、create  list列表\n",
    "# faceListId\n",
    "faceListId = \"zhongli06\" # 学生填写设置人脸列表ID\n",
    "create_facelists_url = 'https://apiykt2012.cognitiveservices.azure.com/face/v1.0/facelists/%s'%(faceListId)\n",
    "subscription_key = \"b2f8fe3f83e74cb395a6efccbe4682c4\"\n",
    "assert subscription_key\n",
    "\n",
    "headers = {\n",
    "    # Request headers\n",
    "    'Content-Type': 'application/json',\n",
    "    'Ocp-Apim-Subscription-Key':\"b2f8fe3f83e74cb395a6efccbe4682c4\",\n",
    "}\n",
    "data = {\n",
    "    \"name\": \"list_zhoudongyua\",\n",
    "    \"userData\": \"zhoudongyu\",\n",
    "    \"recognitionModel\": \"recognition_03\",\n",
    "    \n",
    "}\n",
    "\n",
    "r_create = requests.put(create_facelists_url,headers=headers,json=data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 79,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Response [200]>"
      ]
     },
     "execution_count": 79,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "r_create"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 80,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "b''"
      ]
     },
     "execution_count": 80,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "r_create.content"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### get facelist"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 81,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 检查你的facelist的信息\n",
    "get_facelist_url = 'https://apiykt2012.cognitiveservices.azure.com/face/v1.0/facelists/%s'%(faceListId)\n",
    "r_get_facelist = requests.get(get_facelist_url,headers=headers)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 82,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'persistedFaces': [],\n",
       " 'faceListId': 'zhongli06',\n",
       " 'name': 'list_zhoudongyua',\n",
       " 'userData': 'zhoudongyu'}"
      ]
     },
     "execution_count": 82,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "r_get_facelist.json()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Add face 请求成功200 返回persistedFaceId"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 85,
   "metadata": {},
   "outputs": [],
   "source": [
    "#先加一张脸试试\n",
    "# 2、Add face\n",
    "add_face_url ='https://eastasia.api.cognitive.microsoft.com/face/v1.0/facelists/%s/persistedFaces'% (faceListId) \n",
    "subscription_key = 'b2f8fe3f83e74cb395a6efccbe4682c4'\n",
    "assert subscription_key\n",
    "headers = {\n",
    "    # Request headers\n",
    "    'Content-Type': 'application/json',\n",
    "    'Ocp-Apim-Subscription-Key':'b2f8fe3f83e74cb395a6efccbe4682c4',\n",
    "}\n",
    "img_url = 'http://m3.biz.itc.cn/pic/new/n/02/98/Img5789802_n.jpg'\n",
    "\n",
    "params_add_face= {\n",
    "    \"faceListId\":'fang',\n",
    "    \"userData\":\"fangfan\"\n",
    "}\n",
    "r_add_face = requests.post(add_face_url,headers=headers,params=params_add_face,json={\"url\":img_url})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 86,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "200"
      ]
     },
     "execution_count": 86,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "r_add_face.status_code"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 87,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'persistedFaces': [{'persistedFaceId': 'e9a43be5-d71e-47e4-baef-68d6e913fb08',\n",
       "   'userData': 'fangfan'},\n",
       "  {'persistedFaceId': 'c4a30679-08a2-4e1c-a051-be7058994dfa',\n",
       "   'userData': 'fangfan'}],\n",
       " 'faceListId': 'zhongli06',\n",
       " 'name': 'list_zhoudongyua',\n",
       " 'userData': 'zhoudongyu'}"
      ]
     },
     "execution_count": 87,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 检查你的facelist的信息\n",
    "get_facelist_url = 'https://apiykt2012.cognitiveservices.azure.com/face/v1.0/facelists/%s'%(faceListId)\n",
    "r_get_facelist = requests.get(get_facelist_url,headers=headers)\n",
    "r_get_facelist.json()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 扩展内容，封装成函数方便多次使用"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 88,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 封装成函数方便添加图片/函数——可以重复使用相同的功能\n",
    "def AddFace(img_url=str,userData=str):\n",
    "    add_face_url ='https://eastasia.api.cognitive.microsoft.com/face/v1.0/facelists/%s/persistedFaces' % (faceListId) \n",
    "    assert subscription_key\n",
    "    headers = {\n",
    "        # Request headers\n",
    "        'Content-Type': 'application/json',\n",
    "        'Ocp-Apim-Subscription-Key': subscription_key,\n",
    "    }\n",
    "    img_url = img_url\n",
    "\n",
    "    params_add_face={\n",
    "        \"userData\":userData\n",
    "    }\n",
    "    r_add_face = requests.post(add_face_url.format(faceListId),headers=headers,params=params_add_face,json={\"url\":img_url})\n",
    "    return r_add_face.status_code#返回出状态码"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 89,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'persistedFaces': [{'persistedFaceId': 'e9a43be5-d71e-47e4-baef-68d6e913fb08',\n",
       "   'userData': 'fangfan'},\n",
       "  {'persistedFaceId': 'c4a30679-08a2-4e1c-a051-be7058994dfa',\n",
       "   'userData': 'fangfan'}],\n",
       " 'faceListId': 'zhongli06',\n",
       " 'name': 'list_zhoudongyua',\n",
       " 'userData': 'zhoudongyu'}"
      ]
     },
     "execution_count": 89,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 检查你的facelist的信息\n",
    "get_facelist_url = 'https://apiykt2012.cognitiveservices.azure.com/face/v1.0/facelists/%s'%(faceListId)\n",
    "r_get_facelist = requests.get(get_facelist_url,headers=headers)\n",
    "r_get_facelist.json()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 90,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'da5136d8-cf36-43cc-9be4-a260f6993c8e'"
      ]
     },
     "execution_count": 90,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 键/值\n",
    "for i in faceId:\n",
    "#     print(i)\n",
    "    if i[\"userData\"] == \"林嘉茵\":\n",
    "        faceId_02 = i['persistedFaceId']\n",
    "faceId_02"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 91,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[{'persistedFaceId': 'e9a43be5-d71e-47e4-baef-68d6e913fb08',\n",
       "  'userData': 'fangfan'},\n",
       " {'persistedFaceId': 'c4a30679-08a2-4e1c-a051-be7058994dfa',\n",
       "  'userData': 'fangfan'}]"
      ]
     },
     "execution_count": 91,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "faceId =  r_get_facelist.json()['persistedFaces']\n",
    "faceId"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 92,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'33e016c1-b96f-4312-b079-56ff2f14b78b'"
      ]
     },
     "execution_count": 92,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "for item in faceId:\n",
    "#     print(item)\n",
    "    if item['userData'] == '黄智毅':\n",
    "        print(item['persistedFaceId'])\n",
    "        delate_face = item['persistedFaceId']\n",
    "delate_face"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 平台二：face++(面部检测/人脸集合)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 面部检测"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 100,
   "metadata": {},
   "outputs": [],
   "source": [
    "import requests\n",
    "\n",
    "api_secret=\"Vr0PtRCw-ZFwYXTKVfi6aDNaSqlfunK3\"\n",
    "api_key = 'jRpCaZ34kqNYJ8Zppdc-yGGum_YkETov'\n",
    "\n",
    "BASE_URL = 'https://api-cn.faceplusplus.com/facepp/v3/detect' \n",
    "img_url = 'https://p3.ssl.cdn.btime.com/t015f855fb6bae0aaf4.jpg?size=519x732'\n",
    "headers = {\n",
    "    'Content-Type':'application/json',\n",
    "}\n",
    "payload={\n",
    "    \"image_url\":img_url,\n",
    "    \"api_key\":api_key,\n",
    "    'api_secret':api_secret,\n",
    "    'return_attribute':'gender,age,makeup,emotion'\n",
    "}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 101,
   "metadata": {},
   "outputs": [],
   "source": [
    "r=requests.post(BASE_URL,params=payload,headers=headers)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 102,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "200"
      ]
     },
     "execution_count": 102,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "r.status_code"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 103,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "b'{\"request_id\":\"1603553907,d7d3595e-2710-4bbc-bc0e-618e827c7799\",\"time_used\":97,\"faces\":[{\"face_token\":\"e66e5317ec7a155302c0f9f65196ee24\",\"face_rectangle\":{\"top\":158,\"left\":50,\"width\":75,\"height\":75}},{\"face_token\":\"b9deaf9f0a55678be3905e4dc8824291\",\"face_rectangle\":{\"top\":149,\"left\":355,\"width\":73,\"height\":73}},{\"face_token\":\"a2ae5eb0cba65a209ec7c7279ac073ab\",\"face_rectangle\":{\"top\":182,\"left\":197,\"width\":73,\"height\":73}}],\"image_id\":\"+c2kqPT/nH4UWzJxpDqL9Q==\",\"face_num\":3}\\n'"
      ]
     },
     "execution_count": 103,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "r.content"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 107,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'request_id': '1603553907,d7d3595e-2710-4bbc-bc0e-618e827c7799',\n",
       " 'time_used': 97,\n",
       " 'faces': [{'face_token': 'e66e5317ec7a155302c0f9f65196ee24',\n",
       "   'face_rectangle': {'top': 158, 'left': 50, 'width': 75, 'height': 75}},\n",
       "  {'face_token': 'b9deaf9f0a55678be3905e4dc8824291',\n",
       "   'face_rectangle': {'top': 149, 'left': 355, 'width': 73, 'height': 73}},\n",
       "  {'face_token': 'a2ae5eb0cba65a209ec7c7279ac073ab',\n",
       "   'face_rectangle': {'top': 182, 'left': 197, 'width': 73, 'height': 73}}],\n",
       " 'image_id': '+c2kqPT/nH4UWzJxpDqL9Q==',\n",
       " 'face_num': 3}"
      ]
     },
     "execution_count": 107,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# requests 巧妙的方法   r = response\n",
    "results = r.json() # \n",
    "results"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### face_rectangle (json_normalize方法) pandas黑魔法"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 137,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "# from pandas.io.json import json_normalize"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 138,
   "metadata": {},
   "outputs": [],
   "source": [
    "# results['faces']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 139,
   "metadata": {},
   "outputs": [],
   "source": [
    "df = pd.json_normalize(results,record_path='faces')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 140,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>face_token</th>\n",
       "      <th>face_rectangle.top</th>\n",
       "      <th>face_rectangle.left</th>\n",
       "      <th>face_rectangle.width</th>\n",
       "      <th>face_rectangle.height</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>e66e5317ec7a155302c0f9f65196ee24</td>\n",
       "      <td>158</td>\n",
       "      <td>50</td>\n",
       "      <td>75</td>\n",
       "      <td>75</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>b9deaf9f0a55678be3905e4dc8824291</td>\n",
       "      <td>149</td>\n",
       "      <td>355</td>\n",
       "      <td>73</td>\n",
       "      <td>73</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>a2ae5eb0cba65a209ec7c7279ac073ab</td>\n",
       "      <td>182</td>\n",
       "      <td>197</td>\n",
       "      <td>73</td>\n",
       "      <td>73</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                         face_token  face_rectangle.top  face_rectangle.left  \\\n",
       "0  e66e5317ec7a155302c0f9f65196ee24                 158                   50   \n",
       "1  b9deaf9f0a55678be3905e4dc8824291                 149                  355   \n",
       "2  a2ae5eb0cba65a209ec7c7279ac073ab                 182                  197   \n",
       "\n",
       "   face_rectangle.width  face_rectangle.height  \n",
       "0                    75                     75  \n",
       "1                    73                     73  \n",
       "2                    73                     73  "
      ]
     },
     "execution_count": 140,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 人脸集合"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 创建人脸集合"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 112,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 1. FaceSet Create\n",
    "import requests,json\n",
    "\n",
    "display_name = \"明星合照\"\n",
    "outer_id = \"0123\"\n",
    "user_data = \"演员合照\"\n",
    "\n",
    "CreateFace_Url = \"https://api-cn.faceplusplus.com/facepp/v3/faceset/create\"\n",
    "payload = {\n",
    "    'api_key': api_key,\n",
    "    'api_secret': api_secret,\n",
    "    'display_name':display_name,\n",
    "    'outer_id':outer_id,\n",
    "    'user_data':user_data\n",
    "}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 113,
   "metadata": {},
   "outputs": [],
   "source": [
    "r = requests.post(CreateFace_Url, params=payload)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 114,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'faceset_token': '8cc0fe245d852e3a95651684f7cabd38',\n",
       " 'time_used': 165,\n",
       " 'face_count': 0,\n",
       " 'face_added': 0,\n",
       " 'request_id': '1603554037,d30a2a05-f5b7-4dbc-8fc4-acca9426208f',\n",
       " 'outer_id': '0123',\n",
       " 'failure_detail': []}"
      ]
     },
     "execution_count": 114,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "r.json()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### FaceSet GetDetail（获取人脸集合信息）"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 115,
   "metadata": {},
   "outputs": [],
   "source": [
    "GetDetail_Url = \"https://api-cn.faceplusplus.com/facepp/v3/faceset/getdetail\"\n",
    "\n",
    "payload = {\n",
    "    'api_key': api_key,\n",
    "    'api_secret': api_secret,\n",
    "    'outer_id':outer_id,\n",
    "}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 116,
   "metadata": {},
   "outputs": [],
   "source": [
    "r = requests.post(GetDetail_Url,params=payload)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 117,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'faceset_token': '8cc0fe245d852e3a95651684f7cabd38',\n",
       " 'tags': '',\n",
       " 'time_used': 82,\n",
       " 'user_data': '演员合照',\n",
       " 'display_name': '明星合照',\n",
       " 'face_tokens': [],\n",
       " 'face_count': 0,\n",
       " 'request_id': '1603554043,98a3f79c-fe9c-477c-9cd0-eb32d74fc805',\n",
       " 'outer_id': '0123'}"
      ]
     },
     "execution_count": 117,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "r.json()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 增加人脸集合"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 121,
   "metadata": {},
   "outputs": [],
   "source": [
    "AddFace_url = \" https://api-cn.faceplusplus.com/facepp/v3/faceset/addface\"\n",
    "\n",
    "payload = {\n",
    "    'api_key': api_key,\n",
    "    'api_secret': api_secret,\n",
    "    'faceset_token':'8cc0fe245d852e3a95651684f7cabd38',\n",
    "    'face_tokens':'34de967eb94a1225458cc30ead5d276c',\n",
    "}\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 122,
   "metadata": {},
   "outputs": [],
   "source": [
    "r = requests.post(AddFace_url,params=payload)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 123,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'faceset_token': '8cc0fe245d852e3a95651684f7cabd38',\n",
       " 'time_used': 498,\n",
       " 'face_count': 1,\n",
       " 'face_added': 1,\n",
       " 'request_id': '1603554084,40c332fb-e6ce-4627-972e-ae62d1046ff7',\n",
       " 'outer_id': '0123',\n",
       " 'failure_detail': []}"
      ]
     },
     "execution_count": 123,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "r.json()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 移除人脸信息"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 127,
   "metadata": {},
   "outputs": [],
   "source": [
    "RemoveFace_url = \" https://api-cn.faceplusplus.com/facepp/v3/faceset/removeface\"\n",
    "\n",
    "payload = {\n",
    "    'api_key': api_key,\n",
    "    'api_secret': api_secret,\n",
    "    'faceset_token':'8cc0fe245d852e3a95651684f7cabd38',\n",
    "    'face_tokens':'34de967eb94a1225458cc30ead5d276c',\n",
    "}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 128,
   "metadata": {},
   "outputs": [],
   "source": [
    "r = requests.post(RemoveFace_url,params=payload)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 129,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'faceset_token': '8cc0fe245d852e3a95651684f7cabd38',\n",
       " 'face_removed': 1,\n",
       " 'time_used': 173,\n",
       " 'face_count': 0,\n",
       " 'request_id': '1603554115,613ec744-5678-450b-80f1-b54970444107',\n",
       " 'outer_id': '0123',\n",
       " 'failure_detail': []}"
      ]
     },
     "execution_count": 129,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "r.json()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 更新人脸集合信息"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 134,
   "metadata": {},
   "outputs": [],
   "source": [
    "Update_url = \"https://api-cn.faceplusplus.com/facepp/v3/faceset/update\"\n",
    "\n",
    "payload = {\n",
    "    'api_key': api_key,\n",
    "    'api_secret': api_secret,\n",
    "    'faceset_token':'8cc0fe245d852e3a95651684f7cabd38',\n",
    "    'user_data':\"演员合照\",\n",
    "}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 135,
   "metadata": {},
   "outputs": [],
   "source": [
    "r = requests.post(Update_url,params=payload)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 136,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'faceset_token': '8cc0fe245d852e3a95651684f7cabd38',\n",
       " 'request_id': '1603554171,9d34bd56-8949-4125-b4cf-01757882f31c',\n",
       " 'time_used': 59,\n",
       " 'outer_id': '0123'}"
      ]
     },
     "execution_count": 136,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "r.json()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 尝试其他平台：百度智能云(面部检测/人脸集合)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 面部检测"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'refresh_token': '25.025db772217391258c954a41a7139de8.315360000.1918913046.282335-22870177', 'expires_in': 2592000, 'session_key': '9mzdAvRQ/f9KJHxUGxmx5CY5/gp3ivz8XETl4qh4wNYVNfpdIUySycvXarMtYDrR1S/eWkaH6dfxkCqQKdpjurmrG1n5Gg==', 'access_token': '24.964ba4e4884baee23f7544b0e2dfca21.2592000.1606145046.282335-22870177', 'scope': 'public brain_all_scope vis-faceverify_faceverify_h5-face-liveness vis-faceverify_FACE_V3 vis-faceverify_idl_face_merge vis-faceverify_FACE_EFFECT vis-faceverify_face_feature_sdk wise_adapt lebo_resource_base lightservice_public hetu_basic lightcms_map_poi kaidian_kaidian ApsMisTest_Test权限 vis-classify_flower lpq_开放 cop_helloScope ApsMis_fangdi_permission smartapp_snsapi_base smartapp_mapp_dev_manage iop_autocar oauth_tp_app smartapp_smart_game_openapi oauth_sessionkey smartapp_swanid_verify smartapp_opensource_openapi smartapp_opensource_recapi fake_face_detect_开放Scope vis-ocr_虚拟人物助理 idl-video_虚拟人物助理 smartapp_component', 'session_secret': 'c88d37f7e1103137ec1a28c593bab8de'}\n"
     ]
    }
   ],
   "source": [
    "# encoding:utf-8\n",
    "import requests \n",
    "\n",
    "# client_id 为官网获取的AK， client_secret 为官网获取的SK\n",
    "host = 'https://aip.baidubce.com/oauth/2.0/token?grant_type=client_credentials&client_id=pGYUSUnxSnb29ZZSKqGQo92R&client_secret=57s3AII0z4EGM8aCpGq3HGHoGXGFt8K8'\n",
    "response = requests.get(host)\n",
    "if response:\n",
    "    print(response.json())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 计算机视觉（Azure API）所有的功能 README"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 分析远程图像"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{\"categories\": [{\"name\": \"abstract_\", \"score\": 0.00390625}, {\"name\": \"building_\", \"score\": 0.3671875, \"detail\": {\"landmarks\": []}}, {\"name\": \"outdoor_\", \"score\": 0.01171875, \"detail\": {\"landmarks\": []}}], \"color\": {\"dominantColorForeground\": \"Green\", \"dominantColorBackground\": \"Black\", \"dominantColors\": [], \"accentColor\": \"106DBB\", \"isBwImg\": false, \"isBWImg\": false}, \"description\": {\"tags\": [\"outdoor\", \"building\", \"tall\", \"city\", \"background\", \"large\", \"train\", \"front\", \"man\", \"green\", \"field\", \"standing\", \"jumping\", \"air\", \"water\", \"riding\", \"river\", \"track\", \"board\", \"flying\", \"bus\", \"giraffe\", \"grazing\", \"street\", \"horse\", \"tower\", \"trick\"], \"captions\": [{\"text\": \"a tall building\", \"confidence\": 0.9313154052157739}]}, \"requestId\": \"d41f5980-ede6-41b6-9d51-56114b3fd806\", \"metadata\": {\"height\": 360, \"width\": 540, \"format\": \"Jpeg\"}}\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import requests\n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "import json\n",
    "from PIL import Image\n",
    "from io import BytesIO\n",
    "\n",
    "endpoint = \"https://xianxianbei.cognitiveservices.azure.com/\"\n",
    "\n",
    "subscription_key = \"8ade8113e95b4065920fd1e4f3831164\"\n",
    "\n",
    "analyze_url = endpoint+ \"vision/v2.1/analyze\"\n",
    "\n",
    "image_url = \"http://picn15.huitu.com/pic/20161126/20161126203607765900_0.jpg\"\n",
    "\n",
    "headers = {'Ocp-Apim-Subscription-Key': subscription_key}\n",
    "\n",
    "params = {'visualFeatures': 'Categories,Description,Color'}\n",
    "\n",
    "data = {'url': image_url}\n",
    "response = requests.post(analyze_url, headers=headers,\n",
    "                         params=params, json=data)\n",
    "response.raise_for_status()\n",
    "\n",
    "analysis = response.json()\n",
    "print(json.dumps(response.json()))\n",
    "image_caption = analysis[\"description\"][\"captions\"][0][\"text\"].capitalize()\n",
    "\n",
    "image = Image.open(BytesIO(requests.get(image_url).content))\n",
    "plt.imshow(image)\n",
    "plt.axis(\"off\")\n",
    "_ = plt.title(image_caption, size=\"x-large\", y=-0.1)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 分析本地图片"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'categories': [{'name': 'abstract_nonphoto', 'score': 0.92578125}], 'color': {'dominantColorForeground': 'White', 'dominantColorBackground': 'White', 'dominantColors': ['White'], 'accentColor': '595654', 'isBwImg': True, 'isBWImg': True}, 'description': {'tags': ['businesscard'], 'captions': [{'text': 'a drawing of a rabbit', 'confidence': 0.4897439777851105}]}, 'requestId': 'd9022c91-d93b-4dae-88e9-5e67380bc790', 'metadata': {'height': 2608, 'width': 2352, 'format': 'Jpeg'}}\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import os\n",
    "import sys\n",
    "import requests\n",
    "import matplotlib.pyplot as plt\n",
    "from PIL import Image\n",
    "from io import BytesIO\n",
    "\n",
    "analyze_url = \"https://xianxianbei.cognitiveservices.azure.com/\" + \"vision/v3.1/analyze\"\n",
    "\n",
    "image_path = \"E:\\蜗牛.jpg\"  \n",
    "image_data = open(image_path, \"rb\").read()\n",
    "\n",
    "headers = {'Ocp-Apim-Subscription-Key': \"109d7096190f42c8816d42256315859c\",\n",
    "           'Content-Type': 'application/octet-stream'}\n",
    "\n",
    "params = {'visualFeatures': 'Categories,Description,Color'}\n",
    "response = requests.post(\n",
    "    analyze_url, headers=headers, params=params, data=image_data)\n",
    "response.raise_for_status()\n",
    "analysis = response.json()\n",
    "print(analysis)\n",
    "image_caption = analysis[\"description\"][\"captions\"][0][\"text\"].capitalize()\n",
    "image = Image.open(BytesIO(image_data))\n",
    "plt.imshow(image)\n",
    "plt.axis(\"off\")\n",
    "_ = plt.title(image_caption, size=\"x-large\", y=-0.1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 生成缩略图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Thumbnail is 100-by-100\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import os\n",
    "import sys\n",
    "import requests\n",
    "import matplotlib.pyplot as plt\n",
    "from PIL import Image\n",
    "from io import BytesIO\n",
    "\n",
    "thumbnail_url = \"https://xianxianbei.cognitiveservices.azure.com/\" + \"vision/v2.1/generateThumbnail\"\n",
    "\n",
    "image_url =\"http://img15.3lian.com/2015/a1/04/d/103.jpg\"\n",
    "\n",
    "headers = {'Ocp-Apim-Subscription-Key': \"109d7096190f42c8816d42256315859c\"}\n",
    "\n",
    "params = {'width': '100', 'height': '100', 'smartCropping': 'true'}\n",
    "data = {'url': image_url}\n",
    "response = requests.post(thumbnail_url, headers=headers,\n",
    "                         params=params, json=data)\n",
    "response.raise_for_status()\n",
    "\n",
    "thumbnail = Image.open(BytesIO(response.content))\n",
    "plt.imshow(thumbnail)\n",
    "plt.axis(\"off\")\n",
    "print(\"Thumbnail is {0}-by-{1}\".format(*thumbnail.size))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 学习心得（总结）README"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    " api真的需要很认真去研究学习"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.3"
  },
  "toc": {
   "base_numbering": 1,
   "nav_menu": {},
   "number_sections": true,
   "sideBar": true,
   "skip_h1_title": false,
   "title_cell": "Table of Contents",
   "title_sidebar": "Contents",
   "toc_cell": false,
   "toc_position": {
    "height": "calc(100% - 180px)",
    "left": "10px",
    "top": "150px",
    "width": "284.444px"
   },
   "toc_section_display": true,
   "toc_window_display": true
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
